import importlib
import os
import sys


# This is required to make the module import works (when the python process is running from the root of the repo)
sys.path.append('.')


def 	lowerCamelCase					(	UpperCamelCase     :				List[str]							)   ->    Dict:
		_lowerCamelCase				   =  test_file.split(os.path.sep							)
		if components[0:2] != ["tests", "models"]:
				raise ValueError(
				    '`test_file` should start with `tests/models/` (with `/` being the OS specific path separator). Got '
				    F"""{test_file} instead."""							)
		_lowerCamelCase				   =  components[-1]
		if not test_fn.endswith('py'							):
				raise ValueError(F"""`test_file` should be a python file. Got {test_fn} instead."""							)
		if not test_fn.startswith('test_modeling_'							):
				raise ValueError(
				    F"""`test_file` should point to a file name of the form `test_modeling_*.py`. Got {test_fn} instead."""							)

		_lowerCamelCase				   =  components[:-1] + [test_fn.replace('.py'			,       ''							)]
		_lowerCamelCase				   =  '.'.join(UpperCamelCase							)

		return test_module_path


def 	lowerCamelCase					(	UpperCamelCase     :				int							)   ->    str:
		_lowerCamelCase				   =  get_module_path(UpperCamelCase							)
		_lowerCamelCase				   =  importlib.import_module(UpperCamelCase							)

		return test_module


def 	lowerCamelCase					(	UpperCamelCase     :				Tuple							)   ->    Optional[Any]:
		_lowerCamelCase				   =  []
		_lowerCamelCase				   =  get_test_module(UpperCamelCase							)
		for attr in dir(UpperCamelCase							):
				if attr.endswith('ModelTester'							):
						tester_classes.append(getattr(UpperCamelCase			,       UpperCamelCase							)							)

    # sort with class names
		return sorted(UpperCamelCase			,       key=lambda UpperCamelCase							: x.__name__							)


def 	lowerCamelCase					(	UpperCamelCase     :				Dict							)   ->    Any:
		_lowerCamelCase				   =  []
		_lowerCamelCase				   =  get_test_module(UpperCamelCase							)
		for attr in dir(UpperCamelCase							):
				_lowerCamelCase				   =  getattr(UpperCamelCase			,       UpperCamelCase							)
				# (TF/Flax)ModelTesterMixin is also an attribute in specific model test module. Let's exclude them by checking
				# `all_model_classes` is not empty (which also excludes other special classes).
				_lowerCamelCase				   =  getattr(UpperCamelCase			,       'all_model_classes'			,       []							)
				if len(UpperCamelCase							) > 0:
						test_classes.append(UpperCamelCase							)

    # sort with class names
		return sorted(UpperCamelCase			,       key=lambda UpperCamelCase							: x.__name__							)


def 	lowerCamelCase					(	UpperCamelCase     :				List[str]							)   ->    Any:
		_lowerCamelCase				   =  get_test_classes(UpperCamelCase							)
		_lowerCamelCase				   =  set()
		for test_class in test_classes:
				model_classes.update(test_class.all_model_classes							)

		# sort with class names
		return sorted(UpperCamelCase			,       key=lambda UpperCamelCase							: x.__name__							)


def 	lowerCamelCase					(	UpperCamelCase     :				Dict							)   ->    List[str]:
		_lowerCamelCase				   =  test_class()
		if hasattr(UpperCamelCase			,       'setUp'							):
				test.setUp()

		_lowerCamelCase				   =  None
		if hasattr(UpperCamelCase			,       'model_tester'							):
				# `(TF/Flax)ModelTesterMixin` has this attribute default to `None`. Let's skip this case.
				if test.model_tester is not None:
						_lowerCamelCase				   =  test.model_tester.__class__

		return model_tester


def 	lowerCamelCase					(	UpperCamelCase     :				Optional[int]			,       UpperCamelCase     :				Union[str, Any]							)   ->    str:
		_lowerCamelCase				   =  get_test_classes(UpperCamelCase							)

		_lowerCamelCase				   =  []
		for test_class in test_classes:
				if model_class in test_class.all_model_classes:
						target_test_classes.append(UpperCamelCase							)

    # sort with class names
		return sorted(UpperCamelCase			,       key=lambda UpperCamelCase							: x.__name__							)


def 	lowerCamelCase					(	UpperCamelCase     :				Any			,       UpperCamelCase     :				List[str]							)   ->    Any:
		_lowerCamelCase				   =  get_test_classes_for_model(UpperCamelCase			,       UpperCamelCase							)

		_lowerCamelCase				   =  []
		for test_class in test_classes:
				_lowerCamelCase				   =  get_model_tester_from_test_class(UpperCamelCase							)
				if tester_class is not None:
						tester_classes.append(UpperCamelCase							)

    # sort with class names
		return sorted(UpperCamelCase			,       key=lambda UpperCamelCase							: x.__name__							)


def 	lowerCamelCase					(	UpperCamelCase     :				Any							)   ->    Union[str, Any]:
		_lowerCamelCase				   =  get_test_classes(UpperCamelCase							)
		_lowerCamelCase				   =  {test_class: get_model_tester_from_test_class(UpperCamelCase							) for test_class in test_classes}
		return test_tester_mapping


def 	lowerCamelCase					(	UpperCamelCase     :				Tuple							)   ->    List[Any]:
		_lowerCamelCase				   =  get_model_classes(UpperCamelCase							)
		_lowerCamelCase				   =  {
		    model_class: get_test_classes_for_model(UpperCamelCase			,       UpperCamelCase							) for model_class in model_classes
		}
		return model_test_mapping


def 	lowerCamelCase					(	UpperCamelCase     :				Optional[int]							)   ->    Optional[Any]:
		_lowerCamelCase				   =  get_model_classes(UpperCamelCase							)
		_lowerCamelCase				   =  {
		    model_class: get_tester_classes_for_model(UpperCamelCase			,       UpperCamelCase							) for model_class in model_classes
		}
		return model_to_tester_mapping


def 	lowerCamelCase					(	UpperCamelCase     :				Tuple							)   ->    int:
		if isinstance(UpperCamelCase			,       UpperCamelCase							):
				return o
		elif isinstance(UpperCamelCase			,       UpperCamelCase							):
				return o.__name__
		elif isinstance(UpperCamelCase			,       (list, tuple)							):
				return [to_json(UpperCamelCase							) for x in o]
		elif isinstance(UpperCamelCase			,       UpperCamelCase							):
				return {to_json(UpperCamelCase							): to_json(UpperCamelCase							) for k, v in o.items()}
		else:
				return o
A						=			'\n# Transformers installation\n! pip install transformers datasets\n# To install from source instead of the last release, comment the command above and uncomment the following one.\n# ! pip install git+https://github.com/huggingface/transformers.git\n'

A						=			[{'type': 'code', 'content': INSTALL_CONTENT}]
A						=			{
    '{processor_class}': 'FakeProcessorClass',
    '{model_class}': 'FakeModelClass',
    '{object_class}': 'FakeObjectClass',
}